The cookbook was a labor of love. She had spent years perfecting the recipes, capturing them in beautiful photographs. She had finally gotten her publishing deal, and now, at the book launch, she found her life’s work diminished. The other author, a fresh, young face, had a book that was essentially a carbon copy.

She took a deep breath, trying to look composed as the other author signed books. The room blurred. She noticed her hand was shaking as she held a glass of water.

She excused herself from the event, making a quick, barely audible goodbye. She felt as though she’d been stripped of everything. She felt empty.

Emotion: humiliated

Cluster: Embarrassment
PC1 (Valence): -1.79 Negative
PC2 (Disposition): 0.93

Role in Research

This story is one of 1,000 stories generated for the emotion humiliated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 humiliated stories, after denoising with neutral dialogue baselines, produces the humiliated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the humiliated vector is projected through the unembedding matrix.

Promoted:
C0.370
l0.329
尴尬0.322
ness0.303
because0.298
Suppressed:
de-0.369
own-0.254
😍-0.253
🤩-0.245
cautiously-0.228